non-rigid shape registration using similarity-invariant differential coordinates

这篇其实是as rigid as possible的变种, 只不过把R换成了sR

(2)->(3)
同时除个标量说得过去, 因为这里取的是向量变后的方向需要一致, 同时除个标量不影响方向

(5)->(6)
公式(6)原文写错了

应该为

jNi4wij(eij12(siRi+sjRj)eij)

推导过程

对(5)式求导为

jNi2wij(pipjsiRi(pipj))2wji(pjpisjRj(pjpi))

形状匹配 医学图像 Skuller A Volumetric Shape Registration Algorithm for Modeling Skull Deformities Medical Image Analysis Yusuf Sahilliog˘lu Ladislav Kavan We present an algorithm for volumetric registration of 3D solid shapes. In comparison to previous work on image based registration, our technique achieves higher efficiency by leveraging a template tetrahedral mesh. In contrast to point- and surface-based registration techniques, our method better captures volumetric nature of the data, such as bone thickness. We apply our algorithm to study pathological skull deformities caused by a particular condition, i.e., craniosynostosis. The input to our system is a pair of volumetric 3D shapes: a tetrahedral mesh and a voxelized object represented by a set of voxel cells segmented from computed tomography (CT) scans. Our general framework first performs a global registration and then launches a novel elastic registration process that uses as much volumetric information as possible while deforming the generic template tetrahedral mesh of a healthy human skull towards the underlying geometry of the voxel cells. Both data are high-resolution and differ by large non-rigid deformations. Our fully-automatic solution is fast and accurate, as compared with the state of the arts from the reconstruction and medical image registration fields. We use the resulting registration to match the ground-truth surfaces extracted from the medical data as well as to quantify the severity of the anatomical deformity
内容概要:本文详细介绍了基于FPGA的144输出通道可切换电压源系统的设计与实现,涵盖系统总体架构、FPGA硬件设计、上位机软件设计以及系统集成方案。系统由上位机控制软件(PC端)、FPGA控制核心和高压输出模块(144通道)三部分组成。FPGA硬件设计部分详细描述了Verilog代码实现,包括PWM生成模块、UART通信模块和温度监控模块。硬件设计说明中提及了FPGA选型、PWM生成方式、通信接口、高压输出模块和保护电路的设计要点。上位机软件采用Python编写,实现了设备连接、命令发送、序列控制等功能,并提供了一个图形用户界面(GUI)用于方便的操作和配置。 适合人群:具备一定硬件设计和编程基础的电子工程师、FPGA开发者及科研人员。 使用场景及目标:①适用于需要精确控制多通道电压输出的实验环境或工业应用场景;②帮助用户理解和掌握FPGA在复杂控制系统中的应用,包括PWM控制、UART通信及多通道信号处理;③为研究人员提供一个可扩展的平台,用于测试和验证不同的电压源控制算法和策略。 阅读建议:由于涉及硬件和软件两方面的内容,建议读者先熟悉FPGA基础知识和Verilog语言,同时具备一定的Python编程经验。在阅读过程中,应结合硬件电路图和代码注释,逐步理解系统的各个组成部分及其相互关系。此外,实际动手搭建和调试该系统将有助于加深对整个设计的理解。
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